Upload 4 files
Browse files- README.md +68 -0
- gitattributes +35 -0
- metadata.json +7 -0
- model.zip +3 -0
README.md
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---
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tags:
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- deep-reinforcement-learning
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- reinforcement-learning
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- stable-baselines3
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- BipedalWalker-v3
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- PPO
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- SAC
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library_name: stable-baselines3
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model_name: ppo
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---
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# 🤖 PPO/SAC Agent for BipedalWalker-v3
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This is a trained agent that learned to walk on two legs from scratch!
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## Model Description
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- **Algorithm**: PPO or SAC (Soft Actor-Critic)
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- **Environment**: BipedalWalker-v3
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- **Framework**: Stable-Baselines3
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- **Training Steps**: 500,000 steps
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## Performance
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- **Walking Success**: Consistent bipedal locomotion
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- **Average Reward**: 200+ (successful walking)
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- **Coordination**: Learned proper leg coordination and balance
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## Usage
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```python
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from stable_baselines3 import PPO
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import gymnasium as gym
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# Load the trained model
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model = PPO.load("bipedal_walker_ppo_model")
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# Create environment
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env = gym.make('BipedalWalker-v3', render_mode='human')
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# Watch it walk!
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obs, _ = env.reset()
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for _ in range(2000):
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action, _ = model.predict(obs, deterministic=True)
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obs, reward, terminated, truncated, info = env.step(action)
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if terminated or truncated:
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obs, _ = env.reset()
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env.close()
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```
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## Training Details
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The agent learned to coordinate:
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- 4 continuous joint controls (hip + knee for each leg)
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- Balance and momentum management
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- Forward locomotion
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- Obstacle navigation
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## What Makes This Impressive
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- **24-dimensional state space** - Complex sensory input
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- **Continuous control** - Smooth joint movements
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- **Physics simulation** - Realistic walking dynamics
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- **From scratch learning** - No pre-programmed walking patterns
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Amazing to watch a robot learn to walk! 🚶♂️
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gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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metadata.json
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{
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"algorithm": "PPO",
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"environment": "BipedalWalker-v3",
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"framework": "stable-baselines3",
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"upload_date": "2025-09-20T20:10:01.676730",
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"description": "Learned bipedal locomotion from scratch"
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}
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model.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:0c851d12caf37f6c6d2001266e5d6ee9745975bc82435cad6b750573515c5482
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size 3292414
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